110+ Free Best Online Resources to Learn Data Science

110+ Free Best Online Resources to Learn Data Science

Data Science is becoming more popular every day, and it's no surprise that many people are eager to break into this field. However, one of the biggest challenges is finding the right resources to learn data science effectively. In this article, I’ll share the best online resources for learning data science, including courses, tutorials, YouTube channels, blogs, eBooks, and more.

I suggest you bookmark this article because it will be a valuable guide throughout your learning journey.

So, without further ado, let’s dive into discovering the top online resources for learning data science.

Best Online Resources to Learn Data Science

Before we dive into the resources, it’s important to understand the key skills you’ll need in data science. These include:

  • Programming Skills (Python & R)
  • Statistics and Probability
  • Machine Learning
  • Multivariate Calculus and Linear Algebra
  • Data Wrangling
  • Data Visualization
  • Database Management
  • Big Data

The resources I’m about to share will help you build these essential skills. To make things easier, I’ve organized the resources into different sections. Let’s start with online courses and tutorials.

Online Courses & Tutorials

Online Courses & Tutorials

  1. IBM Data Science Professional Certificate Coursera
  2. Become a Data Scientist Udacity
  3. Data Science Specialization Coursera
  4. Applied Data Science with Python Specialization – Coursera
  5. Programming for Data Science with Python – Udacity
  6. Data Science for Everyone Datacamp
  7. Data Scientist with Python Datacamp
  8. Data Scientist with R Datacamp
  9. Professional Certificate in Data Science – edX
  10. MicroMasters? Program inData Science – edX
  11. The Data Science Course 2024: Complete Data Science Bootcamp Udemy
  12. Data Science Tutorial w3schools
  13. Data Scientist Masters Program – Edureka
  14. Career Path Data Science – Codecademy
  15. Data Science Tutorial – DataFlair
  16. Python — Data Science Tutorial – TutorialsPoint

Statistics & Probability

  1. Statistics with R Specialization – Coursera
  2. Statistics and probability – Khan Academy
  3. Statistics with Python Specialization – Coursera
  4. Learn Statistics with Python Codecademy
  5. Basic Statistics Coursera
  6. Statistics — Probability -TutorialsPoint
  7. Statistics for Data Science and Business Analysis Udemy
  8. Statistical Analysis with R for Public Health Specialization Coursera
  9. Intro to Statistics– Udacity
  10. Probability Theory, Statistics, and Exploratory Data Analysis National Research University Higher School of Economics
  11. Probability and Statistics – University of London
  12. Probabilistic Graphical Models Specialization – Coursera
  13. Probability — The Science of Uncertainty and Data MITx
  14. Fundamentals of Statistics MITx
  15. STATISTICS TUTORIALS: BEGINNER TO ADVANCED – Listen Data
  16. Probability and Statistics – MathisFun

Programming Language

  1. The Python Tutorial PYTHON.ORG
  2. Python for Everybody — University of Michigan
  3. Introduction To Python Programming – Udemy
  4. Python Core and Advanced – Udemy
  5. Crash Course on Python Google
  6. Python for Absolute Beginners! – Udemy
  7. Introduction to Python Programming – Udacity
  8. Python 3 Tutorial – SOLOLEARN
  9. Python 3 Programming Specialization – University of Michigan
  10. R Programming — Johns Hopkins University
  11. Programming for Data Science with R Udacity
  12. R Programming A-Z?– Udemy
  13. Python Tutorial W3Schools
  14. R Tutorial – Tutorials Point
  15. R Tutorial– Statmethods

Mathematics

  1. Mathematics for Machine Learning Specialization – Imperial College London
  2. Mathematics for Data Science Specialization – Coursera
  3. Data Science Math Skills – Duke University
  4. Introduction to Calculus – The University of Sydney
  5. Calculus 1 – Khan Academy
  6. Introduction to Calculus -MathisFun

Data Wrangling

  1. Python — Data Wrangling – TutorialsPoint
  2. Excel to MySQL: Analytic Techniques for Business Specialization Duke University
  3. Learn SQL Basics for Data Science Specialization University of California, Davis
  4. SQL — MySQL for Data Analytics and Business Intelligence- Udemy
  5. Modern Big Data Analysis with SQL Specialization Cloudera
  6. Data Warehousing for Business Intelligence Specialization University of Colorado System
  7. Data Wrangling with pandas Cheat Sheet
  8. Python Data Wrangling Tutorial: Cryptocurrency Edition Elite Data Science

Data Visualization

  1. Tableau Tutorial Tableau.com
  2. Data Visualisation with Tableau DataCamp
  3. Data Visualization with Tableau Specialization University of California, Davis
  4. Data Visualization with Python IBM
  5. Data Visualization Coursera
  6. Data Visualization – Udacity
  7. Data Visualization TutorialsPoint

So, these are online courses and tutorials. Now I am gonna share some YouTube tutorials for Data Science.

YouTube Videos

  1. Data Science Tutorial Great Learning
  2. Data Science Full Course Edureka
  3. Data Science Full Course For Beginners codebasics
  4. Data Science Full Course Simplilearn
  5. Learn Data Science Tutorial – freeCodeCamp
  6. R Programming Tutorial freeCodeCamp
  7. Statistics for Data Science Great Learning
  8. Statistics — A Full University Course on Data Science Basics freeCodeCamp
  9. Statistics Course for Data Science | Statistics Course MarinStatsLectures-R Programming & Statistics
  10. Mathematics for Machine Learning [Full Course] Edureka
  11. Machine Learning Data Pre-processing & Data Wrangling using Python The AI University
  12. Data Visualization Tutorial by Krish Naik
  13. Power BI Tutorial From Beginner to Pro Avi Singh — PowerBIPro
  14. Data Visualization Tutorial For Beginners- Simplilearn
  15. Data Visualization with D3.js — Full Tutorial Course- freeCodeCamp.org

Data Science Blogs

  1. DataScience.com
  2. Edwin Chen’s Blog
  3. The Shape of Data
  4. Machine Learning Mastery
  5. Data Science 101
  6. MLTUT
  7. Planet Big Data
  8. Big Data Blog
  9. Data36
  10. Towards Data Science
  11. Simply Statistics
  12. NYC Data Academy Blog
  13. Chris Ablon’s Blog
  14. Algobeans
  15. Daniel Nee’s Blog
  16. Data Blogger
  17. Data Aspirant
  18. Data Mining Research

Data Science Ebooks

  1. Journey to Data Scientist: Interviews with More Than Twenty Amazing Data Scientists by Kate Strachnyi
  2. Learn Python the Hard Way by Zed A. Shaw (download PDF here )
  3. R for Data Science by Hadley Wickham (download PDF here )
  4. An Introduction to Statistical Learning by Gareth James, Daniela Witten, Trevor Hastie, and Robert Tibshirani (download the pdf version of this book from here )
  5. Probability and Statistics for Data Science by Norman Matloff
  6. The Art of Statistics: How to Learn from Data by David Spiegelhalter (download the PDF here )
  7. Data Analysis From Scratch With Python by Peters Morgan (Download the PDF here )
  8. Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython by Wes McKinney (download the PDF here )
  9. Data Visualization: A Practical Introduction by Kieran Healy (download the PDF here )
  10. Data Visualisation: A Handbook for Data-Driven Design by Andy Kirk (download the PDF here )
  11. The Data Wrangling Workshop by Brian Lipp

And that’s the end of the list. I hope these resources will support you in your journey to learn and master data science. I recommend bookmarking this article for easy access in the future. Now, let's wrap things up.

Conclusion

In this article, I aimed to cover the best online resources for learning data science, from courses to YouTube videos. If you have any questions or need further clarification, feel free to ask in the comments section.

Best of luck!

Happy learning!

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Andreas Sjostrom

LinkedIn Top Voice | CTO | Generative AI | AI Agents | Innovation Leader & VP at Capgemini's Applied Innovation Exchange | Award-winning Consultant | Author | Speaker | San Francisco | Palo Alto

3 个月

Fantastic compilation! ??

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